{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# How bagging lowers model variance"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Imports and Settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:52.165027Z",
     "start_time": "2020-06-22T15:37:52.162918Z"
    }
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:52.705199Z",
     "start_time": "2020-06-22T15:37:52.166807Z"
    }
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "from numpy.random import choice, normal\n",
    "import pandas as pd\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "\n",
    "from sklearn.tree import DecisionTreeRegressor\n",
    "from sklearn.ensemble import BaggingRegressor"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:52.708826Z",
     "start_time": "2020-06-22T15:37:52.706392Z"
    }
   },
   "outputs": [],
   "source": [
    "sns.set_style('white')\n",
    "np.random.seed(seed=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:52.722312Z",
     "start_time": "2020-06-22T15:37:52.710454Z"
    }
   },
   "outputs": [],
   "source": [
    "results_path = Path('results', 'random_forest')\n",
    "if not results_path.exists():\n",
    "    results_path.mkdir(parents=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bagged Decision Trees"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To apply bagging to decision trees, we create bootstrap samples from our training data by repeatedly sampling with replacement, then train one decision tree on each of these samples, and create an ensemble prediction by averaging over the predictions of the different trees.\n",
    "\n",
    "Bagged decision trees are usually grown large, that is, have many levels and leaf nodes and are not pruned so that each tree has low bias but high variance. The effect of averaging their predictions then aims to reduce their variance. Bagging has been shown to substantially improve predictive performance by constructing ensembles that combine hundreds or even thousands of trees trained on bootstrap samples.\n",
    "\n",
    "To illustrate the effect of bagging on the variance of a regression tree, we can use the `BaggingRegressor` meta-estimator provided by `sklearn`. It trains a user-defined base estimator based on parameters that specify the sampling strategy:"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "- `max_samples` and `max_features` control the size of the subsets drawn from the rows and the columns, respectively\n",
    "- `bootstrap` and `bootstrap_features` determine whether each of these samples is drawn with or without replacement"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## A wiggly function to learn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:53.001758Z",
     "start_time": "2020-06-22T15:37:52.723288Z"
    },
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def f(x):\n",
    "    return np.exp(-(x+2) ** 2) + np.cos((x-2)**2)\n",
    "\n",
    "x = np.linspace(-3, 2, 1000)\n",
    "y = pd.Series(f(x), index=x)\n",
    "y.plot(title='Wiggly Exponential Function')\n",
    "sns.despine()\n",
    "plt.tight_layout();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Simulate Training"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following example uses the preceding exponential function `f(x)` to generate training samples for a single DecisionTreeRegressor and a BaggingRegressor ensemble that consists of ten trees, each grown ten levels deep. Both models are trained on the random samples and predict outcomes for the actual function with added noise.\n",
    "\n",
    "Since we know the true function, we can decompose the mean-squared error into bias, variance, and noise, and compare the relative size of these components for both models according to the following breakdown:\n",
    "\n",
    "For 100 repeated random training and test samples of 250 and 500 observations each, we find that the variance of the predictions of the individual decision tree is almost twice as high as that for the small ensemble of 10 bagged trees based on bootstrapped samples:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:54.681287Z",
     "start_time": "2020-06-22T15:37:53.002793Z"
    }
   },
   "outputs": [],
   "source": [
    "test_size = 500\n",
    "train_size = 250\n",
    "reps = 100\n",
    "\n",
    "noise = .5  # noise relative to std(y)\n",
    "noise = y.std() * noise\n",
    "\n",
    "X_test = choice(x, size=test_size, replace=False)\n",
    "\n",
    "max_depth = 10\n",
    "n_estimators=10\n",
    "\n",
    "tree = DecisionTreeRegressor(max_depth=max_depth)\n",
    "bagged_tree = BaggingRegressor(base_estimator=tree, n_estimators=n_estimators)\n",
    "learners = {'Decision Tree': tree, 'Bagging Regressor': bagged_tree}\n",
    "\n",
    "predictions = {k: pd.DataFrame() for k, v in learners.items()}\n",
    "for i in range(reps):\n",
    "    X_train = choice(x, train_size)\n",
    "    y_train = f(X_train) + normal(scale=noise, size=train_size)\n",
    "    for label, learner in learners.items():\n",
    "        learner.fit(X=X_train.reshape(-1, 1), y=y_train)\n",
    "        preds = pd.DataFrame({i: learner.predict(X_test.reshape(-1, 1))}, index=X_test)\n",
    "        predictions[label] = pd.concat([predictions[label], preds], axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:54.689093Z",
     "start_time": "2020-06-22T15:37:54.683383Z"
    }
   },
   "outputs": [],
   "source": [
    "# y only observed with noise\n",
    "y_true = pd.Series(f(X_test), index=X_test)\n",
    "y_test = pd.DataFrame(y_true.values.reshape(-1,1) + normal(scale=noise, size=(test_size, reps)), index=X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:54.726258Z",
     "start_time": "2020-06-22T15:37:54.692138Z"
    }
   },
   "outputs": [],
   "source": [
    "result = pd.DataFrame()\n",
    "for label, preds in predictions.items():\n",
    "    result[(label, 'error')] = preds.sub(y_test, axis=0).pow(2).mean(1)    # mean squared error\n",
    "    result[(label, 'bias')] = y_true.sub(preds.mean(axis=1), axis=0).pow(2)             # bias\n",
    "    result[(label, 'variance')] = preds.var(axis=1)\n",
    "    result[(label, 'noise', )] = y_test.var(axis=1)\n",
    "result.columns = pd.MultiIndex.from_tuples(result.columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:54.735726Z",
     "start_time": "2020-06-22T15:37:54.727471Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.29%'"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = result.mean().sort_index().loc['Decision Tree']\n",
    "f\"{(df.error- df.drop('error').sum()) / df.error:.2%}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:54.742562Z",
     "start_time": "2020-06-22T15:37:54.736755Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.25%'"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = result.mean().sort_index().loc['Bagging Regressor']\n",
    "f\"{(df.error- df.drop('error').sum()) / df.error:.2%}\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Visualize Bias-Variance Breakdown"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each model, the following plot shows the mean prediction and a band of two standard deviations around the mean for both models in the upper panel, and the bias-variance-noise breakdown based on the values for the true function in the bottom panel:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-06-22T15:37:56.008035Z",
     "start_time": "2020-06-22T15:37:54.744033Z"
    },
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x504 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(ncols=2, nrows=2, figsize=(14, 7), sharex=True, sharey='row')\n",
    "axes = axes.flatten()\n",
    "idx = pd.IndexSlice\n",
    "\n",
    "for i, (model, data) in enumerate(predictions.items()):\n",
    "    mean, std = data.mean(1), data.std(1).mul(2)\n",
    "    (pd.DataFrame([mean.sub(std), mean, mean.add(std)]).T\n",
    "     .sort_index()\n",
    "     .plot(style=['k--', 'k-', 'k--'], ax=axes[i], lw=1, legend=False, ylim=(-2, 3)))\n",
    "    (data.stack().reset_index()\n",
    "     .rename(columns={'level_0': 'x', 0: 'y'})\n",
    "     .plot.scatter(x='x', y='y', ax=axes[i], alpha=.02, s=2, color='r', title=model))\n",
    "    r = result[model]\n",
    "    m = r.mean()\n",
    "    kwargs = {'transform': axes[i].transAxes, 'fontsize':10}\n",
    "    axes[i].text(x=.8, y=.9, s=f'Bias: {m.bias:.2%}', **kwargs)\n",
    "    axes[i].text(x=.75, y=.8, s=f'Variance: {m.variance:.2%}', **kwargs)\n",
    "    \n",
    "    (r.drop('error', axis=1).sort_index()\n",
    "     .rename(columns=str.capitalize)\n",
    "     .plot(ax=axes[i+2], lw=1, legend=False, stacked=True, ylim=(0, .4)))\n",
    "\n",
    "axes[-1].legend(fontsize=10)\n",
    "fig.suptitle('Bias-Variance Breakdown', fontsize=14)\n",
    "sns.despine()\n",
    "fig.tight_layout()\n",
    "fig.subplots_adjust(top=.93);"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:ml4t] *",
   "language": "python",
   "name": "conda-env-ml4t-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": true,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {
    "height": "calc(100% - 180px)",
    "left": "10px",
    "top": "150px",
    "width": "281.225px"
   },
   "toc_section_display": true,
   "toc_window_display": true
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
